Complete procedures with a way back.

Create a durable Node.js chatbot with OpenAI Conversations, typed response streaming, safe cancellation, transcript recovery, duplicate protection, explicit retention and deletion, real failure drills, and a production release gate.

Build a Discord interactions endpoint that verifies exact Ed25519-signed bytes, deduplicates interaction IDs, defers within Discord's deadline, streams progress through throttled original-response edits, checks application and channel permission context, moderates input and output, disables mentions, honors rate-limit guidance, and deploys with durable workers and human-approved consequential actions.

Build an authenticated Claude chat service that persists application-owned conversation turns, streams typed content blocks, distinguishes every stop reason, handles cancellation and browser reconnection, and never duplicates a model turn after an ambiguous disconnect.

Build a multi-workspace Slack support bot with OAuth installation, Slack-signed Events API and interaction handling, slash commands, durable delivery deduplication, channel allowlists, isolated thread memory, OpenAI streaming through Slack's native chat stream methods, bounded rate-limit retries, explicit two-step human escalation, encrypted installation storage, observability, export, rollback and teardown.

Create a small Linux desktop chat application that talks only to LM Studio on loopback, streams answers into a Tk interface, manages model loading explicitly, keeps conversation storage opt-in, and packages the result as a reproducible Python zip application.